Overcoming LLM Limitations

I recently shipped a small research agent that beats three recurring LLM problems: stale training data, hallucinated facts, and arithmetic errors. Instead of hoping the model memorized everything correctly, I gave it tools to look up facts and verify math, then cite sources before answering. In this